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Comparison · Support

Assembled vs Hatz AI

A side-by-side editorial comparison of Assembled and Hatz AI — release velocity, themes, recent moves, and the top alternatives to consider.

Assembled vs Hatz AI: at a glance

FeatureAssembledHatz AI
SectorSupportSupport
Velocity score2.56.3
Sparks · 30d01
Top themesagentic-wfm, customer-support, ai-agents, voice-aimsp-channel, phone-agents, model-selector, multi-tenant-admin
Last editorial update1mo ago4d ago
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What is Assembled?

Assembled is turning workforce management into an agentic control layer for AI-run support.

Assembled is repositioning from a scheduling and forecasting WFM tool into a platform for managing AI and human support agents together. Recent moves center on agentic interfaces (an MCP server, Data Connectors feeding AI agents company data), AI-quality tooling (Experience Scores, Knowledge Opportunities), and channel breadth across voice, chat, email, and copilot — plus integrations with Five9 and Genesys Cloud.

Read the full Assembled trajectory →

What is Hatz AI?

Hatz sells through MSPs, and its roadmap has started to serve the partner more than the end user

Most of Hatz's window is model-selector maintenance — Claude Opus 5, Kimi K3, GLM 5.2 Fast, DeepSeek V4 Flash, the Gemini 3.x line — plus a steady buildout of the phone agent, which has gained pausing, duplication, reassignment, drafts, silence tolerance, business hours, and caller memory. Against that routine, Hatz Activate stands apart: a rollout console built for the managed service providers who resell the platform.

Read the full Hatz AI trajectory →

Assembled vs Hatz AI: editorial side-by-side

A
Assembled
SUPPORT
2.5

Assembled is turning workforce management into an agentic control layer for AI-run support.

◆ Current state

Assembled is repositioning from a scheduling and forecasting WFM tool into a platform for managing AI and human support agents together. Recent moves center on agentic interfaces (an MCP server, Data Connectors feeding AI agents company data), AI-quality tooling (Experience Scores, Knowledge Opportunities), and channel breadth across voice, chat, email, and copilot — plus integrations with Five9 and Genesys Cloud.

◆ Where it's heading

The arc is toward a single platform that staffs, evaluates, and runs both human and AI agents. Expect deeper agent-native control (natural-language operations via MCP), tighter data plumbing so AI agents answer accurately, and continued contact-center integrations to meet enterprises where their CX stacks already live.

◆ Prediction

Likely next: more agent identity and quality tooling and additional contact-center platform integrations, extending agentic WFM as the category Assembled is trying to own.

H
Hatz AI
SUPPORT
6.3

Hatz sells through MSPs, and its roadmap has started to serve the partner more than the end user

◆ Current state

Most of Hatz's window is model-selector maintenance — Claude Opus 5, Kimi K3, GLM 5.2 Fast, DeepSeek V4 Flash, the Gemini 3.x line — plus a steady buildout of the phone agent, which has gained pausing, duplication, reassignment, drafts, silence tolerance, business hours, and caller memory. Against that routine, Hatz Activate stands apart: a rollout console built for the managed service providers who resell the platform.

◆ Where it's heading

Two arcs run in parallel. The phone agent is being hardened into a product an MSP can deploy repeatedly across client sites — duplicate it onto a new number, reassign it to a different tenant, cap its minutes — while Activate supplies the partner with the shadow-AI scan and enablement material that starts the sales conversation. Model additions continue but carry no direction; they are table stakes restated every few weeks.

◆ Prediction

Expect more tenant- and partner-scoped administration, since renaming tenants and invoicing over the API both landed this window and point at MSPs managing many clients programmatically. The phone agent's usage-based pricing suggests metering and limits will keep expanding ahead of any new end-user capability.

Alternatives to Assembled and Hatz AI

Other Support products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Assembled or Hatz AI.

See all Assembled alternatives → · See all Hatz AI alternatives →

Recent activity from Assembled and Hatz AI

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 5d agoHatz AIAttachment-Only Messages, Tenant Renaming, Invoices Over the API, Phone Agent Drafts and Silence Controls
  2. 12d agoHatz AIDeepSeek V4 Flash 0731, Self-Reporting Credit Usage, Phone Agent Pause/Reassign/Duplicate, Artifact Presentation Mode, Auto-Tool Selection Notice
  3. 14d agoHatz AIHatz Activate: a Shadow AI scan and an MSP rollout console
  4. 19d agoHatz AIAutoTool v2, Optimized Phone Agent Pricing, MSP Workshop Categories for Agents
  5. 20d agoHatz AIKimi K3, GLM 5.2 Fast
  6. 25d agoHatz AIClaude Opus 5
  7. 1mo agoAssembledIntroducing Data Connectors
  8. 3mo agoAssembledIntroducing the Assembled MCP
  9. 3mo agoAssembledIntroducing the Assembled Mobile Agent Experience
  10. 4mo agoAssembledIntroducing Knowledge Opportunities
  11. 4mo agoAssembledAssembled + Five9: Agentic WFM for Intelligent CX
  12. 4mo agoAssembledWhat We Learned Running Voice AI in Support | Assembled

Frequently asked questions

What is the difference between Assembled and Hatz AI?

They serve adjacent needs but don't currently overlap on shipped themes. Hatz AI is currently shipping more aggressively (velocity 6.3 vs 2.5), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Assembled better than Hatz AI?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Hatz AI is currently shipping more aggressively (velocity 6.3 vs 2.5), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Support products to evaluate alongside.

What are the best alternatives to Assembled?

Top Assembled alternatives in Support are ranked by recent ship velocity. Browse the "Assembled alternatives" section above for the current picks, or visit /alternatives/assembled for the full list with editorial commentary on each.

What are the best alternatives to Hatz AI?

Top Hatz AI alternatives in Support are ranked by recent ship velocity. Browse the "Hatz AI alternatives" section above for the current picks, or visit /alternatives/hatz-ai for the full list with editorial commentary on each.